For the DT model, the 5 most predictive features were CKD, hyperparathyroidism (PTH>6.8pmol/L), advanced age (>80 years), presence of CAD and vitamin D deficiency (≤25nmol/L). The gene discussed is PTH; the disease is chronic kidney disease.